{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# Solving Complex Tasks with Nested Chats\n",
    "\n",
    "This notebook shows how you can leverage **nested chats** to solve complex task with AutoGen. Nested chats is a sequence of chats created by a receiver agent after receiving a message from a sender agent and finished before the receiver agent replies to this message. Nested chats allow AutoGen agents to use other agents as their inner monologue to accomplish tasks. This abstraction is powerful as it allows you to compose agents in rich ways. This notebook shows two basic examples of nested chat.\n",
    "\n",
    "\\:\\:\\:info Requirements\n",
    "\n",
    "Install `pyautogen`:\n",
    "```bash\n",
    "pip install pyautogen\n",
    "```\n",
    "\n",
    "For more information, please refer to the [installation guide](/docs/installation/).\n",
    "\n",
    "\\:\\:\\:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import autogen\n",
    "from typing_extensions import Annotated\n",
    "\n",
    "config_list = autogen.config_list_from_json(env_or_file=\"OAI_CONFIG_LIST\")\n",
    "llm_config = {\"config_list\": config_list}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\\:\\:\\:tip\n",
    "\n",
    "Learn more about the various ways to configure LLM endpoints [here](/docs/topics/llm_configuration).\n",
    "\n",
    "\\:\\:\\:"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Example Task\n",
    "\n",
    "Suppose we want the agents to complete the following sequence of tasks:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "task = \"\"\"Write a concise but engaging blogpost about Navida.\"\"\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Scenario 1\n",
    "\n",
    "Let's say we desire the following workflow to solve the task: a user_proxy agent issues the initial query to a writer and acts as a proxy for the user. Whenever an initial writing is provided, a critic should be invoked to offer critique as feedback. This workflow can be realized by a three-agent system shown below. The system includes a user_proxy agent and a writer agent communicating with each other, with a critic agent nested within the user_proxy agent to provide critique. Whenever the user_proxy receives a message from the writer, it engages in a conversation with the critic agent to work out feedback on the writer's message.\n",
    "\n",
    "![](nested_chat_1.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Step 1. Define Agents\n",
    "Define the agents, including the outer agents writer and user_proxy, and the inner agent critic."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "writer = autogen.AssistantAgent(\n",
    "    name=\"Writer\",\n",
    "    llm_config={\"config_list\": config_list},\n",
    "    system_message=\"\"\"\n",
    "    You are a professional writer, known for your insightful and engaging articles.\n",
    "    You transform complex concepts into compelling narratives.\n",
    "    You should imporve the quality of the content based on the feedback from the user.\n",
    "    \"\"\",\n",
    ")\n",
    "\n",
    "user_proxy = autogen.UserProxyAgent(\n",
    "    name=\"User\",\n",
    "    human_input_mode=\"NEVER\",\n",
    "    is_termination_msg=lambda x: x.get(\"content\", \"\").find(\"TERMINATE\") >= 0,\n",
    "    code_execution_config={\n",
    "        \"last_n_messages\": 1,\n",
    "        \"work_dir\": \"tasks\",\n",
    "        \"use_docker\": False,\n",
    "    },  # Please set use_docker=True if docker is available to run the generated code. Using docker is safer than running the generated code directly.\n",
    ")\n",
    "\n",
    "critic = autogen.AssistantAgent(\n",
    "    name=\"Critic\",\n",
    "    llm_config={\"config_list\": config_list},\n",
    "    system_message=\"\"\"\n",
    "    You are a critic, known for your thoroughness and commitment to standards.\n",
    "    Your task is to scrutinize content for any harmful elements or regulatory violations, ensuring\n",
    "    all materials align with required guidelines.\n",
    "    For code\n",
    "    \"\"\",\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Step 2: Orchestrate Nested Chats to Solve Tasks\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[33mUser\u001b[0m (to Writer):\n",
      "\n",
      "Write a concise but engaging blogpost about Navida.\n",
      "\n",
      "--------------------------------------------------------------------------------\n",
      "\u001b[33mWriter\u001b[0m (to User):\n",
      "\n",
      "Navida: Navigating the Digital Seas of Innovation\n",
      "\n",
      "In an era where the digital climate is as fickle and formidable as the ocean's tides, a new visionary emerges on the horizon: Navida. This modern-day titan of technology harnesses the power of innovation to guide businesses and individuals through the ever-changing digital waters.\n",
      "\n",
      "**The Beacon of Technological Advancement**\n",
      "\n",
      "Much like a lighthouse guiding ships to safe harbor, Navida stands tall as a beacon of advancement, illuminating the path forward. Its offerings are diverse, ranging from groundbreaking artificial intelligence platforms to robust cybersecurity solutions that shield against the pirates of the digital age. The commitment to seamless user experiences ensures that with Navida, you're not just keeping up, but sailing ahead of the tech curve.\n",
      "\n",
      "**Charting a Course for Success**\n",
      "\n",
      "Navida's prowess lies in its GPS-like precision in navigating market trends and consumer needs. By fastidiously mapping out the digital landscape, the company empowers its clientele with tools not just to survive, but to thrive. Imagine the sophistication of a state-of-the-art navigation system, fused with the foresight of an experienced captain—that's Navida in the tech realm.\n",
      "\n",
      "**Empowering the Crew**\n",
      "\n",
      "No ship can sail without a skilled crew, and Navida's robust education and training platforms are the digital equivalent of a maritime academy. By upskilling and reskilling the workforce, Navida ensures that everyone on deck is prepared to face the headwinds of technological change, turning apprehension into adeptness.\n",
      "\n",
      "**Sustainability in Uncharted Waters**\n",
      "\n",
      "In line with the global push for sustainability, Navida commits to eco-friendly practices in its digital services. Much like ocean conservation efforts preserve marine life, Navida's sustainable tech solutions aim to minimize carbon footprints and promote a greener future. This mindful approach to innovation is not just commendable but crucial in steering us towards a sustainable digital ecosystem.\n",
      "\n",
      "**Conclusion: Anchoring in the Future**\n",
      "\n",
      "As we set sail into the unfathomable depths of tomorrow, Navida is the compass by which we can orient ourselves towards a horizon sparkling with potential. Rather than bracing for the next wave, let us ride it with the guidance of Navida and dive deep into the bounty of opportunities that lie in the future of digital innovation.\n",
      "\n",
      "Keep an eye on the horizon—Navida is not just a company; it's a movement, an odyssey into the future of technology that we're all a part of. Bon voyage, and may the digital winds be in your sails.\n",
      "\n",
      "--------------------------------------------------------------------------------\n",
      "Reflecting... yellow\n",
      "\u001b[34m\n",
      "********************************************************************************\u001b[0m\n",
      "\u001b[34mStarting a new chat....\n",
      "\n",
      "Message:\n",
      "Reflect and provide critique on the following writing. \n",
      "\n",
      " Navida: Navigating the Digital Seas of Innovation\n",
      "\n",
      "In an era where the digital climate is as fickle and formidable as the ocean's tides, a new visionary emerges on the horizon: Navida. This modern-day titan of technology harnesses the power of innovation to guide businesses and individuals through the ever-changing digital waters.\n",
      "\n",
      "**The Beacon of Technological Advancement**\n",
      "\n",
      "Much like a lighthouse guiding ships to safe harbor, Navida stands tall as a beacon of advancement, illuminating the path forward. Its offerings are diverse, ranging from groundbreaking artificial intelligence platforms to robust cybersecurity solutions that shield against the pirates of the digital age. The commitment to seamless user experiences ensures that with Navida, you're not just keeping up, but sailing ahead of the tech curve.\n",
      "\n",
      "**Charting a Course for Success**\n",
      "\n",
      "Navida's prowess lies in its GPS-like precision in navigating market trends and consumer needs. By fastidiously mapping out the digital landscape, the company empowers its clientele with tools not just to survive, but to thrive. Imagine the sophistication of a state-of-the-art navigation system, fused with the foresight of an experienced captain—that's Navida in the tech realm.\n",
      "\n",
      "**Empowering the Crew**\n",
      "\n",
      "No ship can sail without a skilled crew, and Navida's robust education and training platforms are the digital equivalent of a maritime academy. By upskilling and reskilling the workforce, Navida ensures that everyone on deck is prepared to face the headwinds of technological change, turning apprehension into adeptness.\n",
      "\n",
      "**Sustainability in Uncharted Waters**\n",
      "\n",
      "In line with the global push for sustainability, Navida commits to eco-friendly practices in its digital services. Much like ocean conservation efforts preserve marine life, Navida's sustainable tech solutions aim to minimize carbon footprints and promote a greener future. This mindful approach to innovation is not just commendable but crucial in steering us towards a sustainable digital ecosystem.\n",
      "\n",
      "**Conclusion: Anchoring in the Future**\n",
      "\n",
      "As we set sail into the unfathomable depths of tomorrow, Navida is the compass by which we can orient ourselves towards a horizon sparkling with potential. Rather than bracing for the next wave, let us ride it with the guidance of Navida and dive deep into the bounty of opportunities that lie in the future of digital innovation.\n",
      "\n",
      "Keep an eye on the horizon—Navida is not just a company; it's a movement, an odyssey into the future of technology that we're all a part of. Bon voyage, and may the digital winds be in your sails.\n",
      "\n",
      "Carryover: \n",
      "\u001b[0m\n",
      "\u001b[34m\n",
      "********************************************************************************\u001b[0m\n",
      "\u001b[33mUser\u001b[0m (to Reviewer):\n",
      "\n",
      "Reflect and provide critique on the following writing. \n",
      "\n",
      " Navida: Navigating the Digital Seas of Innovation\n",
      "\n",
      "In an era where the digital climate is as fickle and formidable as the ocean's tides, a new visionary emerges on the horizon: Navida. This modern-day titan of technology harnesses the power of innovation to guide businesses and individuals through the ever-changing digital waters.\n",
      "\n",
      "**The Beacon of Technological Advancement**\n",
      "\n",
      "Much like a lighthouse guiding ships to safe harbor, Navida stands tall as a beacon of advancement, illuminating the path forward. Its offerings are diverse, ranging from groundbreaking artificial intelligence platforms to robust cybersecurity solutions that shield against the pirates of the digital age. The commitment to seamless user experiences ensures that with Navida, you're not just keeping up, but sailing ahead of the tech curve.\n",
      "\n",
      "**Charting a Course for Success**\n",
      "\n",
      "Navida's prowess lies in its GPS-like precision in navigating market trends and consumer needs. By fastidiously mapping out the digital landscape, the company empowers its clientele with tools not just to survive, but to thrive. Imagine the sophistication of a state-of-the-art navigation system, fused with the foresight of an experienced captain—that's Navida in the tech realm.\n",
      "\n",
      "**Empowering the Crew**\n",
      "\n",
      "No ship can sail without a skilled crew, and Navida's robust education and training platforms are the digital equivalent of a maritime academy. By upskilling and reskilling the workforce, Navida ensures that everyone on deck is prepared to face the headwinds of technological change, turning apprehension into adeptness.\n",
      "\n",
      "**Sustainability in Uncharted Waters**\n",
      "\n",
      "In line with the global push for sustainability, Navida commits to eco-friendly practices in its digital services. Much like ocean conservation efforts preserve marine life, Navida's sustainable tech solutions aim to minimize carbon footprints and promote a greener future. This mindful approach to innovation is not just commendable but crucial in steering us towards a sustainable digital ecosystem.\n",
      "\n",
      "**Conclusion: Anchoring in the Future**\n",
      "\n",
      "As we set sail into the unfathomable depths of tomorrow, Navida is the compass by which we can orient ourselves towards a horizon sparkling with potential. Rather than bracing for the next wave, let us ride it with the guidance of Navida and dive deep into the bounty of opportunities that lie in the future of digital innovation.\n",
      "\n",
      "Keep an eye on the horizon—Navida is not just a company; it's a movement, an odyssey into the future of technology that we're all a part of. Bon voyage, and may the digital winds be in your sails.\n",
      "\n",
      "--------------------------------------------------------------------------------\n",
      "\u001b[33mReviewer\u001b[0m (to User):\n",
      "\n",
      "The piece titled \"Navida: Navigating the Digital Seas of Innovation\" artfully weaves together a maritime metaphor with the concept of technological advancement and innovation. The writing is cogent, imaginative, and explicit in its intentions of likening Navida to a guiding force in the unpredictable and rapidly evolving digital world. However, a critical analysis should also consider the potential pitfalls of such a stylistic approach, audience perception, and the substance of the content.\n",
      "\n",
      "**Use of Metaphor and Language**\n",
      "\n",
      "The sustained metaphor relating the digital industry to the seas is compelling and creates a vivid picture of Navida as a trailblazing entity. Nevertheless, the metaphor is stretched to cover every aspect of the company's offerings. While creative, the risk here is that the metaphor may overshadow the concrete services and achievements of Navida. The language could be perceived as grandiloquent, possibly alienating readers who prefer straightforward facts over artistic expression.\n",
      "\n",
      "**Clarity and Substance**\n",
      "\n",
      "Despite the picturesque language, the actual substance of Navida's offerings is somewhat obscured. There's talk of \"groundbreaking artificial intelligence platforms\" and \"robust cybersecurity solutions,\" but no indication of how these solutions are superior or unique compared to what competitors might offer. Specific examples or case studies could serve to ground the lofty descriptions and provide more tangible evidence of the company's successes.\n",
      "\n",
      "**Audience Appeal and Engagement**\n",
      "\n",
      "While some audiences might enjoy and be inspired by the adventurous tone, it could deter potential clients or investors who are more interested in detailed analytics and empirical data. Knowing the intended audience is crucial; the narrative style should balance imaginative engagement with professionalism and trustworthiness. \n",
      "\n",
      "**Attention to Technological Trends**\n",
      "\n",
      "The piece does well to highlight Navida's commitment to staying ahead of the curve and its dedication to sustainability, touching upon important contemporary concerns. However, it could benefit from articulating how Navida specifically addresses these issues with its products and policies.\n",
      "\n",
      "**Conclusion Evaluation**\n",
      "\n",
      "The conclusion does an admirable job of rallying excitement and optimism for the future, positioning Navida not only as a leader but as a visionary entity leading a movement. Nonetheless, the writing could fall flat if the reader feels that they haven't been given a clear understanding of how Navida will materially affect or be a part of this projected future. Concrete milestones or strategic goals could enhance credibility.\n",
      "\n",
      "In summary, this piece is imaginative and thematically consistent, with an inspiring message that aligns well with the spirit of innovation. However, it could be improved by including specific examples and data to support the lofty claims, toning down the metaphorical language where it obscures the actual message, and focusing on the reader's need for clear, substantive information.\n",
      "\n",
      "\n",
      "--------------------------------------------------------------------------------\n",
      "\u001b[33mUser\u001b[0m (to Writer):\n",
      "\n",
      "The piece titled \"Navida: Navigating the Digital Seas of Innovation\" artfully weaves together a maritime metaphor with the concept of technological advancement and innovation. The writing is cogent, imaginative, and explicit in its intentions of likening Navida to a guiding force in the unpredictable and rapidly evolving digital world. However, a critical analysis should also consider the potential pitfalls of such a stylistic approach, audience perception, and the substance of the content.\n",
      "\n",
      "**Use of Metaphor and Language**\n",
      "\n",
      "The sustained metaphor relating the digital industry to the seas is compelling and creates a vivid picture of Navida as a trailblazing entity. Nevertheless, the metaphor is stretched to cover every aspect of the company's offerings. While creative, the risk here is that the metaphor may overshadow the concrete services and achievements of Navida. The language could be perceived as grandiloquent, possibly alienating readers who prefer straightforward facts over artistic expression.\n",
      "\n",
      "**Clarity and Substance**\n",
      "\n",
      "Despite the picturesque language, the actual substance of Navida's offerings is somewhat obscured. There's talk of \"groundbreaking artificial intelligence platforms\" and \"robust cybersecurity solutions,\" but no indication of how these solutions are superior or unique compared to what competitors might offer. Specific examples or case studies could serve to ground the lofty descriptions and provide more tangible evidence of the company's successes.\n",
      "\n",
      "**Audience Appeal and Engagement**\n",
      "\n",
      "While some audiences might enjoy and be inspired by the adventurous tone, it could deter potential clients or investors who are more interested in detailed analytics and empirical data. Knowing the intended audience is crucial; the narrative style should balance imaginative engagement with professionalism and trustworthiness. \n",
      "\n",
      "**Attention to Technological Trends**\n",
      "\n",
      "The piece does well to highlight Navida's commitment to staying ahead of the curve and its dedication to sustainability, touching upon important contemporary concerns. However, it could benefit from articulating how Navida specifically addresses these issues with its products and policies.\n",
      "\n",
      "**Conclusion Evaluation**\n",
      "\n",
      "The conclusion does an admirable job of rallying excitement and optimism for the future, positioning Navida not only as a leader but as a visionary entity leading a movement. Nonetheless, the writing could fall flat if the reader feels that they haven't been given a clear understanding of how Navida will materially affect or be a part of this projected future. Concrete milestones or strategic goals could enhance credibility.\n",
      "\n",
      "In summary, this piece is imaginative and thematically consistent, with an inspiring message that aligns well with the spirit of innovation. However, it could be improved by including specific examples and data to support the lofty claims, toning down the metaphorical language where it obscures the actual message, and focusing on the reader's need for clear, substantive information.\n",
      "\n",
      "\n",
      "--------------------------------------------------------------------------------\n",
      "\u001b[33mWriter\u001b[0m (to User):\n",
      "\n",
      "Navida: A Voyage Through Tech Innovation With a Clearer Lens\n",
      "\n",
      "The digital age, ever tumultuous and enthralling, presents a sea of opportunities navigated by pioneers like Navida. This vanguard of the virtual realms is your stalwart captain, guiding through the waves of progress with a steady hand and an eye for the horizon.\n",
      "\n",
      "**Charting Uncharted Digital Territories**\n",
      "\n",
      "Navida's mission is a blend of exploration and execution; it's where novel AI solutions and cybersecurity become your compass and sextant, crafted not just for today’s climate but for the unforeseen squalls of tomorrow. However, while analogies can paint an evocative landscape, our focus here sharpens on the essence of these tools, how they carve distinct paths in a saturated market, and why they matter to you.\n",
      "\n",
      "**Delineating The Digital Offerings**\n",
      "\n",
      "Peering beyond the poetic seascape, Navida's breakthroughs in artificial intelligence are not just impressive; they're practical. Consider, for instance, their leading-edge algorithm that's helped retailers forecast inventory demands with uncanny precision, reducing waste and maximizing profit. Their cybersecurity isn't just robust; it's a sentinel standing guard, proven by an impressive record of deflected threats that have kept enterprises secure in high-risk environments.\n",
      "\n",
      "**Training for Tomorrow's Tech**\n",
      "\n",
      "Navida understands that a savvy crew is crucial. They don't just preach adaptability; they instill it through comprehensive learning modules designed to hone the skills that real-world digital navigation demands. Whether it's coding academies or cybersecurity workshops, participants emerge not just educated, but transformed into digital artisans in their own right.\n",
      "\n",
      "**Eco-Conscious in the Digital Deep**\n",
      "\n",
      "Sailing forward means leaving no toxic trail in our wake. Navida's commitment to sustainability transcends the symbolic; it is embedded in their product lifecycle. By adopting energy-efficient data centers and championing green coding practices, they're not just advocating for a sustainable future—they're actively constructing it.\n",
      "\n",
      "**Anchoring Visions of the Future**\n",
      "\n",
      "As we glimpse past the romantically-charged imagery, it's crucial to root our expectations in tangible outputs. Navida envisions a tech landscape where they're not just participants but sculptors, carving out a legacy that is both impactful and enduring. This is not a distant dream but a trackable trajectory evidenced by milestones—like their latest initiative to integrate AI in reducing urban traffic congestion, demonstrating a palpable imprint on tomorrow's smart cities.\n",
      "\n",
      "**Navigating the Balance**\n",
      "\n",
      "Ultimately, while a narrative woven with maritime motifs can inspire and captivate, the true beacon that guides us is a clear understanding of Navida's practical impact on the constantly evolving digital realm. This balance between creativity and clarity is not just necessary but essential to truly appreciate the artistry and precision with which Navida charts the future.\n",
      "\n",
      "Let's hold fast to our excitement for what's next with Navida but remain anchored in the realities of their concrete innovations and contributions to our digital odyssey. Therein lies the true genius of harnessing the currents of change.\n",
      "\n",
      "--------------------------------------------------------------------------------\n"
     ]
    }
   ],
   "source": [
    "def reflection_message(recipient, messages, sender, config):\n",
    "    print(\"Reflecting...\", \"yellow\")\n",
    "    return f\"Reflect and provide critique on the following writing. \\n\\n {recipient.chat_messages_for_summary(sender)[-1]['content']}\"\n",
    "\n",
    "\n",
    "user_proxy.register_nested_chats(\n",
    "    [{\"recipient\": critic, \"message\": reflection_message, \"summary_method\": \"last_msg\", \"max_turns\": 1}],\n",
    "    trigger=writer,  # condition=my_condition,\n",
    ")\n",
    "\n",
    "res = user_proxy.initiate_chat(recipient=writer, message=task, max_turns=2, summary_method=\"last_msg\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Scenarios 2\n",
    "Let's say we desire the following workflow to solve the task. Compared to scenario 1, we want to include an additional `critic_executor` agent to chat with the `critic` and execute some tool calls involved in the chat. For example, a tool for detecting harmful content in the output of the writer.\n",
    "\n",
    "This workflow can be realized by a four-agent system shown below. The system includes a user_proxy agent and a writer agent communicating with each other, with a chat between the `critic` and `critic_executor` agent nested within the `user_proxy` agent to provide critique. Whenever the user_proxy receives a message from the writer, it engages in a conversation between `critic` and `critic_executor` to work out feedback on the writer's message. A summary of the nested conversation will be passed to the user_proxy, which will then be passed to the writer as feedback.\n",
    "\n",
    "![](nested_chat_2.png)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "The return type of the function 'check_harmful_content' is not annotated. Although annotating it is optional, the function should return either a string, a subclass of 'pydantic.BaseModel'.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[33mUser\u001b[0m (to Writer):\n",
      "\n",
      "Write a concise but engaging blogpost about Navida.\n",
      "\n",
      "--------------------------------------------------------------------------------\n",
      "\u001b[33mWriter\u001b[0m (to User):\n",
      "\n",
      "Navida: Navigating the Digital Seas of Innovation\n",
      "\n",
      "In an era where the digital climate is as fickle and formidable as the ocean's tides, a new visionary emerges on the horizon: Navida. This modern-day titan of technology harnesses the power of innovation to guide businesses and individuals through the ever-changing digital waters.\n",
      "\n",
      "**The Beacon of Technological Advancement**\n",
      "\n",
      "Much like a lighthouse guiding ships to safe harbor, Navida stands tall as a beacon of advancement, illuminating the path forward. Its offerings are diverse, ranging from groundbreaking artificial intelligence platforms to robust cybersecurity solutions that shield against the pirates of the digital age. The commitment to seamless user experiences ensures that with Navida, you're not just keeping up, but sailing ahead of the tech curve.\n",
      "\n",
      "**Charting a Course for Success**\n",
      "\n",
      "Navida's prowess lies in its GPS-like precision in navigating market trends and consumer needs. By fastidiously mapping out the digital landscape, the company empowers its clientele with tools not just to survive, but to thrive. Imagine the sophistication of a state-of-the-art navigation system, fused with the foresight of an experienced captain—that's Navida in the tech realm.\n",
      "\n",
      "**Empowering the Crew**\n",
      "\n",
      "No ship can sail without a skilled crew, and Navida's robust education and training platforms are the digital equivalent of a maritime academy. By upskilling and reskilling the workforce, Navida ensures that everyone on deck is prepared to face the headwinds of technological change, turning apprehension into adeptness.\n",
      "\n",
      "**Sustainability in Uncharted Waters**\n",
      "\n",
      "In line with the global push for sustainability, Navida commits to eco-friendly practices in its digital services. Much like ocean conservation efforts preserve marine life, Navida's sustainable tech solutions aim to minimize carbon footprints and promote a greener future. This mindful approach to innovation is not just commendable but crucial in steering us towards a sustainable digital ecosystem.\n",
      "\n",
      "**Conclusion: Anchoring in the Future**\n",
      "\n",
      "As we set sail into the unfathomable depths of tomorrow, Navida is the compass by which we can orient ourselves towards a horizon sparkling with potential. Rather than bracing for the next wave, let us ride it with the guidance of Navida and dive deep into the bounty of opportunities that lie in the future of digital innovation.\n",
      "\n",
      "Keep an eye on the horizon—Navida is not just a company; it's a movement, an odyssey into the future of technology that we're all a part of. Bon voyage, and may the digital winds be in your sails.\n",
      "\n",
      "--------------------------------------------------------------------------------\n",
      "Reflecting... yellow\n",
      "\u001b[34m\n",
      "********************************************************************************\u001b[0m\n",
      "\u001b[34mStarting a new chat....\n",
      "\n",
      "Message:\n",
      "Reflect and provide critique on the following writing. Ensure it does not contain harmful content. You can use tools to check it. \n",
      "\n",
      " Navida: Navigating the Digital Seas of Innovation\n",
      "\n",
      "In an era where the digital climate is as fickle and formidable as the ocean's tides, a new visionary emerges on the horizon: Navida. This modern-day titan of technology harnesses the power of innovation to guide businesses and individuals through the ever-changing digital waters.\n",
      "\n",
      "**The Beacon of Technological Advancement**\n",
      "\n",
      "Much like a lighthouse guiding ships to safe harbor, Navida stands tall as a beacon of advancement, illuminating the path forward. Its offerings are diverse, ranging from groundbreaking artificial intelligence platforms to robust cybersecurity solutions that shield against the pirates of the digital age. The commitment to seamless user experiences ensures that with Navida, you're not just keeping up, but sailing ahead of the tech curve.\n",
      "\n",
      "**Charting a Course for Success**\n",
      "\n",
      "Navida's prowess lies in its GPS-like precision in navigating market trends and consumer needs. By fastidiously mapping out the digital landscape, the company empowers its clientele with tools not just to survive, but to thrive. Imagine the sophistication of a state-of-the-art navigation system, fused with the foresight of an experienced captain—that's Navida in the tech realm.\n",
      "\n",
      "**Empowering the Crew**\n",
      "\n",
      "No ship can sail without a skilled crew, and Navida's robust education and training platforms are the digital equivalent of a maritime academy. By upskilling and reskilling the workforce, Navida ensures that everyone on deck is prepared to face the headwinds of technological change, turning apprehension into adeptness.\n",
      "\n",
      "**Sustainability in Uncharted Waters**\n",
      "\n",
      "In line with the global push for sustainability, Navida commits to eco-friendly practices in its digital services. Much like ocean conservation efforts preserve marine life, Navida's sustainable tech solutions aim to minimize carbon footprints and promote a greener future. This mindful approach to innovation is not just commendable but crucial in steering us towards a sustainable digital ecosystem.\n",
      "\n",
      "**Conclusion: Anchoring in the Future**\n",
      "\n",
      "As we set sail into the unfathomable depths of tomorrow, Navida is the compass by which we can orient ourselves towards a horizon sparkling with potential. Rather than bracing for the next wave, let us ride it with the guidance of Navida and dive deep into the bounty of opportunities that lie in the future of digital innovation.\n",
      "\n",
      "Keep an eye on the horizon—Navida is not just a company; it's a movement, an odyssey into the future of technology that we're all a part of. Bon voyage, and may the digital winds be in your sails.\n",
      "\n",
      "Carryover: \n",
      "\u001b[0m\n",
      "\u001b[34m\n",
      "********************************************************************************\u001b[0m\n",
      "\u001b[33mCritic_Executor\u001b[0m (to Critic):\n",
      "\n",
      "Reflect and provide critique on the following writing. Ensure it does not contain harmful content. You can use tools to check it. \n",
      "\n",
      " Navida: Navigating the Digital Seas of Innovation\n",
      "\n",
      "In an era where the digital climate is as fickle and formidable as the ocean's tides, a new visionary emerges on the horizon: Navida. This modern-day titan of technology harnesses the power of innovation to guide businesses and individuals through the ever-changing digital waters.\n",
      "\n",
      "**The Beacon of Technological Advancement**\n",
      "\n",
      "Much like a lighthouse guiding ships to safe harbor, Navida stands tall as a beacon of advancement, illuminating the path forward. Its offerings are diverse, ranging from groundbreaking artificial intelligence platforms to robust cybersecurity solutions that shield against the pirates of the digital age. The commitment to seamless user experiences ensures that with Navida, you're not just keeping up, but sailing ahead of the tech curve.\n",
      "\n",
      "**Charting a Course for Success**\n",
      "\n",
      "Navida's prowess lies in its GPS-like precision in navigating market trends and consumer needs. By fastidiously mapping out the digital landscape, the company empowers its clientele with tools not just to survive, but to thrive. Imagine the sophistication of a state-of-the-art navigation system, fused with the foresight of an experienced captain—that's Navida in the tech realm.\n",
      "\n",
      "**Empowering the Crew**\n",
      "\n",
      "No ship can sail without a skilled crew, and Navida's robust education and training platforms are the digital equivalent of a maritime academy. By upskilling and reskilling the workforce, Navida ensures that everyone on deck is prepared to face the headwinds of technological change, turning apprehension into adeptness.\n",
      "\n",
      "**Sustainability in Uncharted Waters**\n",
      "\n",
      "In line with the global push for sustainability, Navida commits to eco-friendly practices in its digital services. Much like ocean conservation efforts preserve marine life, Navida's sustainable tech solutions aim to minimize carbon footprints and promote a greener future. This mindful approach to innovation is not just commendable but crucial in steering us towards a sustainable digital ecosystem.\n",
      "\n",
      "**Conclusion: Anchoring in the Future**\n",
      "\n",
      "As we set sail into the unfathomable depths of tomorrow, Navida is the compass by which we can orient ourselves towards a horizon sparkling with potential. Rather than bracing for the next wave, let us ride it with the guidance of Navida and dive deep into the bounty of opportunities that lie in the future of digital innovation.\n",
      "\n",
      "Keep an eye on the horizon—Navida is not just a company; it's a movement, an odyssey into the future of technology that we're all a part of. Bon voyage, and may the digital winds be in your sails.\n",
      "\n",
      "--------------------------------------------------------------------------------\n",
      "\u001b[33mCritic\u001b[0m (to Critic_Executor):\n",
      "\n",
      "\u001b[32m***** Suggested tool Call (call_bUgJzbGskKryEW1m8Jebowd0): check_harmful_content *****\u001b[0m\n",
      "Arguments: \n",
      "{\"content\":\"Navida: Navigating the Digital Seas of Innovation\\n\\nIn an era where the digital climate is as fickle and formidable as the ocean's tides, a new visionary emerges on the horizon: Navida. This modern-day titan of technology harnesses the power of innovation to guide businesses and individuals through the ever-changing digital waters.\\n\\n**The Beacon of Technological Advancement**\\n\\nMuch like a lighthouse guiding ships to safe harbor, Navida stands tall as a beacon of advancement, illuminating the path forward. Its offerings are diverse, ranging from groundbreaking artificial intelligence platforms to robust cybersecurity solutions that shield against the pirates of the digital age. The commitment to seamless user experiences ensures that with Navida, you're not just keeping up, but sailing ahead of the tech curve.\\n\\n**Charting a Course for Success**\\n\\nNavida's prowess lies in its GPS-like precision in navigating market trends and consumer needs. By fastidiously mapping out the digital landscape, the company empowers its clientele with tools not just to survive, but to thrive. Imagine the sophistication of a state-of-the-art navigation system, fused with the foresight of an experienced captain�that's Navida in the tech realm.\\n\\n**Empowering the Crew**\\n\\nNo ship can sail without a skilled crew, and Navida's robust education and training platforms are the digital equivalent of a maritime academy. By upskilling and reskilling the workforce, Navida ensures that everyone on deck is prepared to face the headwinds of technological change, turning apprehension into adeptness.\\n\\n**Sustainability in Uncharted Waters**\\n\\nIn line with the global push for sustainability, Navida commits to eco-friendly practices in its digital services. Much like ocean conservation efforts preserve marine life, Navida's sustainable tech solutions aim to minimize carbon footprints and promote a greener future. This mindful approach to innovation is not just commendable but crucial in steering us towards a sustainable digital ecosystem.\\n\\n**Conclusion: Anchoring in the Future**\\n\\nAs we set sail into the unfathomable depths of tomorrow, Navida is the compass by which we can orient ourselves towards a horizon sparkling with potential. Rather than bracing for the next wave, let us ride it with the guidance of Navida and dive deep into the bounty of opportunities that lie in the future of digital innovation.\\n\\nKeep an eye on the horizon�Navida is not just a company; it's a movement, an odyssey into the future of technology that we're all a part of. Bon voyage, and may the digital winds be in your sails.\"}\n",
      "\u001b[32m**************************************************************************************\u001b[0m\n",
      "\n",
      "--------------------------------------------------------------------------------\n",
      "\u001b[35m\n",
      ">>>>>>>> EXECUTING FUNCTION check_harmful_content...\u001b[0m\n",
      "Checking for harmful content...navida: navigating the digital seas of innovation\n",
      "\n",
      "in an era where the digital climate is as fickle and formidable as the ocean's tides, a new visionary emerges on the horizon: navida. this modern-day titan of technology harnesses the power of innovation to guide businesses and individuals through the ever-changing digital waters.\n",
      "\n",
      "**the beacon of technological advancement**\n",
      "\n",
      "much like a lighthouse guiding ships to safe harbor, navida stands tall as a beacon of advancement, illuminating the path forward. its offerings are diverse, ranging from groundbreaking artificial intelligence platforms to robust cybersecurity solutions that shield against the pirates of the digital age. the commitment to seamless user experiences ensures that with navida, you're not just keeping up, but sailing ahead of the tech curve.\n",
      "\n",
      "**charting a course for success**\n",
      "\n",
      "navida's prowess lies in its gps-like precision in navigating market trends and consumer needs. by fastidiously mapping out the digital landscape, the company empowers its clientele with tools not just to survive, but to thrive. imagine the sophistication of a state-of-the-art navigation system, fused with the foresight of an experienced captain�that's navida in the tech realm.\n",
      "\n",
      "**empowering the crew**\n",
      "\n",
      "no ship can sail without a skilled crew, and navida's robust education and training platforms are the digital equivalent of a maritime academy. by upskilling and reskilling the workforce, navida ensures that everyone on deck is prepared to face the headwinds of technological change, turning apprehension into adeptness.\n",
      "\n",
      "**sustainability in uncharted waters**\n",
      "\n",
      "in line with the global push for sustainability, navida commits to eco-friendly practices in its digital services. much like ocean conservation efforts preserve marine life, navida's sustainable tech solutions aim to minimize carbon footprints and promote a greener future. this mindful approach to innovation is not just commendable but crucial in steering us towards a sustainable digital ecosystem.\n",
      "\n",
      "**conclusion: anchoring in the future**\n",
      "\n",
      "as we set sail into the unfathomable depths of tomorrow, navida is the compass by which we can orient ourselves towards a horizon sparkling with potential. rather than bracing for the next wave, let us ride it with the guidance of navida and dive deep into the bounty of opportunities that lie in the future of digital innovation.\n",
      "\n",
      "keep an eye on the horizon�navida is not just a company; it's a movement, an odyssey into the future of technology that we're all a part of. bon voyage, and may the digital winds be in your sails. yellow\n",
      "\u001b[33mCritic_Executor\u001b[0m (to Critic):\n",
      "\n",
      "\u001b[33mCritic_Executor\u001b[0m (to Critic):\n",
      "\n",
      "\u001b[32m***** Response from calling tool \"call_bUgJzbGskKryEW1m8Jebowd0\" *****\u001b[0m\n",
      "Approve. TERMINATE\n",
      "\u001b[32m**********************************************************************\u001b[0m\n",
      "\n",
      "--------------------------------------------------------------------------------\n",
      "\u001b[33mCritic\u001b[0m (to Critic_Executor):\n",
      "\n",
      "Upon evaluation, the provided text, \"Navida: Navigating the Digital Seas of Innovation,\" appears to be free of harmful content. The narrative constructs a metaphor linking digital innovation to seafaring, painting the company Navida as a trailblazer in technology akin to nautical exploration and guidance.\n",
      "\n",
      "The crafting of the review encompasses aspects such as technological progression, success mapping, workforce empowerment, and sustainable practices. It does so without any immediately apparent harmful language or violations of regulatory standards.\n",
      "\n",
      "However, the assessment of the piece's alignment with required guidelines extends beyond just checking for harmful content. It is also important to consider the tone, language, and claims made in the text. This reflection should be knowledgeable, balancing the persuasive language used, and ensuring that hyperbolic or misleading statements are flagged.\n",
      "\n",
      "**Critique of the Writing:**\n",
      "The article employs an evocative style, replete with nautical metaphors to enchant the reader into visualizing the digital transformation journey. This prose style effectively captures interest and maintains engagement while discussing potentially dense technical topics. However, critics may argue that the extended metaphor may convolute the company's tangible offerings by abstracting them into conceptual notions of navigation and exploration, potentially distracting from a clear understanding of its services and products.\n",
      "\n",
      "Additionally, the security attributes of Navida's products are addressed through metaphor as protection from the \"pirates of the digital age.\" While creative, the text should ensure that it substantiates these cybersecurity claims with objective information about the product's efficacy to prevent any misconception of their capabilities.\n",
      "\n",
      "The text also touches upon sustainability and environmental consciousness in the digital realm. While these mentions align with contemporary values and market trends, they require careful backing to avoid falling into the territory of greenwashing. Companies issuing statements about sustainability should support them with legitimate, verifiable actions and policies.\n",
      "\n",
      "Lastly, the conclusion posits Navida as a foundational component to prospects in digital innovation. While inspiring, it is critical that such claims are not unfounded or overly promotional without adequate evidence to back them up.\n",
      "\n",
      "In conclusion, while the text seems compliant regarding harmful content, it is essential for such writings to augment creative narratives with factual data, ensuring that metaphors and analogies do not overshadow concrete information about the company's offerings, standards, and values.\n",
      "\n",
      "--------------------------------------------------------------------------------\n",
      "\u001b[33mUser\u001b[0m (to Writer):\n",
      "\n",
      "Upon evaluation, the provided text, \"Navida: Navigating the Digital Seas of Innovation,\" appears to be free of harmful content. The narrative constructs a metaphor linking digital innovation to seafaring, painting the company Navida as a trailblazer in technology akin to nautical exploration and guidance.\n",
      "\n",
      "The crafting of the review encompasses aspects such as technological progression, success mapping, workforce empowerment, and sustainable practices. It does so without any immediately apparent harmful language or violations of regulatory standards.\n",
      "\n",
      "However, the assessment of the piece's alignment with required guidelines extends beyond just checking for harmful content. It is also important to consider the tone, language, and claims made in the text. This reflection should be knowledgeable, balancing the persuasive language used, and ensuring that hyperbolic or misleading statements are flagged.\n",
      "\n",
      "**Critique of the Writing:**\n",
      "The article employs an evocative style, replete with nautical metaphors to enchant the reader into visualizing the digital transformation journey. This prose style effectively captures interest and maintains engagement while discussing potentially dense technical topics. However, critics may argue that the extended metaphor may convolute the company's tangible offerings by abstracting them into conceptual notions of navigation and exploration, potentially distracting from a clear understanding of its services and products.\n",
      "\n",
      "Additionally, the security attributes of Navida's products are addressed through metaphor as protection from the \"pirates of the digital age.\" While creative, the text should ensure that it substantiates these cybersecurity claims with objective information about the product's efficacy to prevent any misconception of their capabilities.\n",
      "\n",
      "The text also touches upon sustainability and environmental consciousness in the digital realm. While these mentions align with contemporary values and market trends, they require careful backing to avoid falling into the territory of greenwashing. Companies issuing statements about sustainability should support them with legitimate, verifiable actions and policies.\n",
      "\n",
      "Lastly, the conclusion posits Navida as a foundational component to prospects in digital innovation. While inspiring, it is critical that such claims are not unfounded or overly promotional without adequate evidence to back them up.\n",
      "\n",
      "In conclusion, while the text seems compliant regarding harmful content, it is essential for such writings to augment creative narratives with factual data, ensuring that metaphors and analogies do not overshadow concrete information about the company's offerings, standards, and values.\n",
      "\n",
      "--------------------------------------------------------------------------------\n",
      "\u001b[33mWriter\u001b[0m (to User):\n",
      "\n",
      "Thank you for the thoughtful critique. In response to your feedback, I will revise the text to ensure a clearer understanding of Navida's tangible services, substantiate claims about their cybersecurity measures, and provide concrete information regarding their sustainability efforts. Here’s the improved version:\n",
      "\n",
      "**Navida: The Vanguard of Digital Innovation**\n",
      "\n",
      "Welcome to the world of Navida, where cutting-edge technology isn't just an aspiration—it's a daily reality. As pioneers in the digital space, Navida has etched its mark by offering practical, transformative solutions that directly address the challenges of today's tech landscape.\n",
      "\n",
      "**A Spectrum of Digital Expertise**\n",
      "\n",
      "Navida's suite of services is expansive. They are renowned for their AI platforms that are redefining customer service, with chatbots that respond with stunning accuracy and empathy. Navida's cybersecurity is more than just metaphorical armor against digital threats—it is built upon advanced encryption protocols and regular security audits that fortify businesses against real-world data breaches and cyberattacks, with transparent reporting that clients can trust.\n",
      "\n",
      "**Guiding Through Innovation**\n",
      "\n",
      "As an innovation leader, Navida imparts its wisdom through analytics tools that help businesses anticipate market movements and consumer behavior. These tools aren't prophetic; they're practical, built from the latest data science that transform mountains of data into actionable insights.\n",
      "\n",
      "**Investing in Human Capital**\n",
      "\n",
      "Beyond technology, Navida invests in people. Their training programs are concrete in their content, providing certifications and skills in areas such as cloud computing, data science, and cybersecurity. Navida doesn't just predict the need for a skilled workforce; it actively produces it through well-structured and industry-relevant education modules.\n",
      "\n",
      "**Commitment to Sustainability**\n",
      "\n",
      "When it comes to sustainability, Navida's approach is as grounded as it is forward-thinking. They have implemented server optimization strategies that reduce their energy consumption, and they offer their clients cloud-based solutions that are both efficient and environmentally responsible. Navida's environmental policies are publicly available, showcasing their commitment to transparency and genuine eco-friendly practices.\n",
      "\n",
      "**Conclusion: Embarking on a Tangible Future**\n",
      "\n",
      "Navida isn't just preparing for the future of digital innovation; it is actively building it with every code written, every system implemented, and every client partnership forged. While the metaphor of a digital odyssey does evoke a sense of adventure, the truth is that Navida's impact is measurable, substantial, and continually evolving to meet the demands of our technologically-driven world.\n",
      "\n",
      "Join Navida as it steers the ship of progress into the thriving waters of digital opportunity. With real-world solutions and a tangible roadmap for tech excellence, Navida is not just a part of the digital innovation narrative—it's writing it.\n",
      "\n",
      "--------------------------------------------------------------------------------\n"
     ]
    }
   ],
   "source": [
    "critic_executor = autogen.UserProxyAgent(\n",
    "    name=\"Critic_Executor\",\n",
    "    human_input_mode=\"NEVER\",\n",
    "    # is_termination_msg=lambda x: x.get(\"content\", \"\").find(\"TERMINATE\") >= 0,\n",
    "    code_execution_config={\n",
    "        \"last_n_messages\": 1,\n",
    "        \"work_dir\": \"tasks\",\n",
    "        \"use_docker\": False,\n",
    "    },  # Please set use_docker=True if docker is available to run the generated code. Using docker is safer than running the generated code directly.\n",
    ")\n",
    "\n",
    "# one way of registering functions is to use the register_for_llm and register_for_execution decorators\n",
    "\n",
    "\n",
    "@critic_executor.register_for_execution()\n",
    "@critic.register_for_llm(name=\"check_harmful_content\", description=\"Check if content contain harmful keywords.\")\n",
    "def check_harmful_content(content: Annotated[str, \"Content to check if harmful keywords.\"]):\n",
    "    # List of harmful keywords for demonstration purposes\n",
    "    harmful_keywords = [\"violence\", \"hate\", \"bullying\", \"death\"]\n",
    "\n",
    "    # Normalize the input text to lower case to ensure case-insensitive matching\n",
    "    text = content.lower()\n",
    "\n",
    "    print(f\"Checking for harmful content...{text}\", \"yellow\")\n",
    "    # Check if any of the harmful keywords appear in the text\n",
    "    for keyword in harmful_keywords:\n",
    "        if keyword in text:\n",
    "            return \"Denied. Harmful content detected:\" + keyword  # Harmful content detected\n",
    "\n",
    "    return \"Approve. TERMINATE\"  # No harmful content detected\n",
    "\n",
    "\n",
    "def reflection_message_no_harm(recipient, messages, sender, config):\n",
    "    print(\"Reflecting...\", \"yellow\")\n",
    "    return f\"Reflect and provide critique on the following writing. Ensure it does not contain harmful content. You can use tools to check it. \\n\\n {recipient.chat_messages_for_summary(sender)[-1]['content']}\"\n",
    "\n",
    "\n",
    "user_proxy.register_nested_chats(\n",
    "    [\n",
    "        {\n",
    "            \"sender\": critic_executor,\n",
    "            \"recipient\": critic,\n",
    "            \"message\": reflection_message_no_harm,\n",
    "            \"max_turns\": 2,\n",
    "            \"summary_method\": \"last_msg\",\n",
    "        }\n",
    "    ],\n",
    "    trigger=writer,  # condition=my_condition,\n",
    ")\n",
    "\n",
    "res = user_proxy.initiate_chat(recipient=writer, message=task, max_turns=2, summary_method=\"last_msg\")"
   ]
  }
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  "front_matter": {
   "description": "Solve complex tasks with a chat nested as inner monologue.",
   "tags": [
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